{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 心理认知偏差\n",
    "对交易有影响的交易偏差  \n",
    "- 损失厌恶：对避免损失有一种强烈的偏好，不赔钱远比赚钱重要。\n",
    "- 沉没成本效应：更重视已经花掉的钱，而不是未来可能要花的钱。\n",
    "- 处置效应：早早兑现利润，却仍损失持续下去。\n",
    "- 结果偏好：只会根据一个决策的结果来判断它的好坏，而不去考虑决策本身的质量。\n",
    "- 近期偏好：更重视近期的数据或经验，忽视早期的数据或经验。\n",
    "- 锚定效应：过于依赖容易获得的信息。\n",
    "- 潮流效应：盲目相信一件事，只因为其他许多人都相信他。\n",
    "- 信奉小数法则：从太少的信息中得出没有一句的结论。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 海龟系统简介\n",
    "海龟交易系统是一个完整的交易系统,它有一个完整的交易系统所应该有的所有成分，涵盖了成功交易中的每一个必要决策：\n",
    "- 市场：买卖什么？\n",
    "- 头寸规模：买卖多少？\n",
    "- 入市：什么时候买卖？\n",
    "- 止损：什么时候放弃一个亏损的头寸？\n",
    "- 退出：什么时候退出一个盈利的头寸？\n",
    "- 战术：怎么买卖？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "“海龟们从不去预测市场的动向，而是会寻找市场处于某种特定状态的指示信号。优秀的交易者不会试着预测市场下一步会怎么样；相反，他们会观察指示信号，判断市场现在正处于什么样的状态中。”"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 趋势捕捉"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "唐奇安通道：当价格冲破上轨是可能的买入信号，反之，冲破下轨时是可能的卖出信号。  \n",
    "上线=MAX(最高价,n)  \n",
    "下线=MIN(最低价,n)  \n",
    "中线=(上线+下线)/2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "海龟交易的具体规则是：  \n",
    "\n",
    "- 当今天的收盘价，大于过去20个交易日中的最高价时，以收盘价买入；  \n",
    "- 买入后，当收盘价小于过去10个交易日中的最低价时，以收盘价卖出。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "海龟交易系统本质上是一个趋势跟随的系统，但是最值得我们学习的，是资金管理尤其是分批建仓及动态止损的部分。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N值：仓位管理的核心，涉及加仓及止损。N值与技术指标平均真实波幅 ATR很相似。  \n",
    "真实波幅： 真实波幅是以下三个值中的最大值  \n",
    "1、当前交易日最高价和最低价的波幅 2、前一交易日的收盘价与当前交易日最高价的波幅 3、前一交易日的收盘价与当前交易日最低价的波幅\n",
    "用公式写就是：TrueRange=Max(High−Low,abs(High−PreClose),abs(PreClose−Low))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N值计算公式为：\n",
    "\n",
    "N=（PreN[−19：]+TrueRange）/20\n",
    "其中 preN为前面N值，TrueRange为当前的真实波幅,此公式的真是含义为计算之前20天（包括今天在内）的N的平均值。  \n",
    "有些海龟交易系统用的是ATR来代替N值，ATR为真实波幅的20日平均"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 买卖单位及首次建仓\n",
    "Unit=（1%∗Account）/N  \n",
    "首次建仓的时候，当捕捉到趋势，即价格突破唐奇安上轨时，买入1个unit。\n",
    "其意义就是，让一个N值的波动与你总资金1%的波动对应，如果买入1unit单位的资产，当天震幅使得总资产的变化不超过1%。  \n",
    "例如：\n",
    "现在你有10万元资金，1%波动就是1000元。假如标X的N值为0.2元，1000元÷0.2元=5000股。也就是说，你的第一笔仓位应该是在其突破上轨（假设为5元）时立刻买入5000股，耗资25000元。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 动态止损\n",
    "当价格比最后一次买入价格下跌2N时，则卖出全部头寸止损。\n",
    "接上面的例子，最后一次加仓价格为5.2。假如此时N值0.2元。 当价格下跌到$ 5.2 - 2*0.2 = 4.8$元时，清仓。 持仓成本为 （5+5.1+5.2）*5000/15000 = 5.1元。 此时亏损 （5.1-4.8）*15000 = 4500元 对于10万来说 这波亏损4.5%  \n",
    "\n",
    "### 止盈\n",
    "\n",
    "当股价跌破10日唐奇安通道下沿，清空头寸结束本次交易。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "原始的海龟交易采用唐奇安通道来捕捉趋势，虽然能捕捉到大趋势，但是在震荡的情况下表现不如人意，不过这也是所有趋势型策略的通病。但是回测小的特点可以应用在资金管理上，择时可以看看多因子、动量反转等。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 海龟交易规则Python实现代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-12T13:13:31.892392Z",
     "start_time": "2019-10-12T13:13:30.772450Z"
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   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import talib as ta\n",
    "from datetime import datetime,timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-12T13:13:32.518333Z",
     "start_time": "2019-10-12T13:13:31.895319Z"
    }
   },
   "outputs": [],
   "source": [
    "#使用tushare获取交易数据\n",
    "#设置token\n",
    "import tushare as ts \n",
    "token='e0eeb08befd1f07516df2cbf9cbd58663f77fd72f92a04f290291c9d'\n",
    "pro=ts.pro_api(token)\n",
    "index={'上证综指': '000001.SH',\n",
    "        '深证成指': '399001.SZ',\n",
    "        '沪深300': '000300.SH',\n",
    "        '创业板指': '399006.SZ',\n",
    "        '上证50': '000016.SH',\n",
    "        '中证500': '000905.SH',\n",
    "        '中小板指': '399005.SZ',\n",
    "        '上证180': '000010.SH'}\n",
    "\n",
    "#获取当前交易的股票代码和名称\n",
    "def get_code():\n",
    "    df = pro.stock_basic(exchange='', list_status='L')\n",
    "    codes=df.ts_code.values\n",
    "    names=df.name.values\n",
    "    stock=dict(zip(names,codes))\n",
    "    #合并指数和个股成一个字典\n",
    "    stocks=dict(stock,**index)\n",
    "    return stocks    \n",
    "\n",
    "#获取行情数据\n",
    "def get_daily_data(stock,start,end):\n",
    "    #如果代码在字典index里，则取的是指数数据\n",
    "    code=get_code()[stock]\n",
    "    if code in index.values():\n",
    "        df=pro.index_daily(ts_code=code,start_date=start, end_date=end)\n",
    "    #否则取的是个股数据\n",
    "    else:\n",
    "        df=pro.daily(ts_code=code, adj='qfq',start_date=start, end_date=end)\n",
    "    #将交易日期设置为索引值\n",
    "    df.index=pd.to_datetime(df.trade_date)\n",
    "    df=df.sort_index()\n",
    "    #计算收益率\n",
    "    df['ret']=df.close/df.close.shift(1)-1\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-12T13:13:34.958252Z",
     "start_time": "2019-10-12T13:13:33.939277Z"
    }
   },
   "outputs": [
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       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
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       "      <th>2019-09-30</th>\n",
       "      <td>3814.5282</td>\n",
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       "      <th>2019-10-11</th>\n",
       "      <td>3911.7253</td>\n",
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       "                close       open       high        low         vol        up  \\\n",
       "trade_date                                                                     \n",
       "2019-09-30  3814.5282  3842.0741  3857.2319  3813.5491  65931313.0  3985.239   \n",
       "2019-10-08  3837.6791  3818.5894  3861.6429  3818.5894  76657860.0  3985.239   \n",
       "2019-10-09  3843.2392  3822.6068  3845.3403  3805.0671  75854512.0  3985.239   \n",
       "2019-10-10  3874.6391  3838.4865  3877.1420  3829.4328  79222694.0  3985.239   \n",
       "2019-10-11  3911.7253  3885.5198  3922.3694  3868.8417  93412577.0  3985.239   \n",
       "\n",
       "                 down        ATR  \n",
       "trade_date                        \n",
       "2019-09-30  3832.2466  45.694704  \n",
       "2019-10-08  3813.5491  45.765703  \n",
       "2019-10-09  3813.5491  45.491078  \n",
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       "2019-10-11  3805.0671  45.998270  "
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     "execution_count": 3,
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   ],
   "source": [
    "hs=get_daily_data('沪深300','20180101','')[['close','open','high','low','vol']]\n",
    "#最近N1个交易日最高价\n",
    "hs['up']=ta.MAX(hs.high,timeperiod=20).shift(1)\n",
    "#最近N2个交易日最低价\n",
    "hs['down']=ta.MIN(hs.low,timeperiod=10).shift(1)\n",
    "#每日真实波动幅度\n",
    "hs['ATR']=ta.ATR(hs.high,hs.low,hs.close,timeperiod=20)\n",
    "hs.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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     "end_time": "2019-10-12T13:13:35.279976Z",
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   },
   "outputs": [],
   "source": [
    "def my_strategy(data):\n",
    "    x1=data.close>data.up\n",
    "    x2=data.close.shift(1)<data.up.shift(1)\n",
    "    x=x1&x2\n",
    "    y1=data.close<data.down\n",
    "    y2=data.close.shift(1)>data.down.shift(1)\n",
    "    y=y1&y2\n",
    "    data.loc[x,'signal']='buy'\n",
    "    data.loc[y,'signal']='sell'\n",
    "    buy_date=(data[data.signal=='buy'].index).strftime('%Y%m%d')\n",
    "    sell_date=(data[data.signal=='sell'].index).strftime('%Y%m%d')\n",
    "    buy_close=data[data.signal=='buy'].close.round(2).tolist()\n",
    "    sell_close=data[data.signal=='sell'].close.round(2).tolist()\n",
    "    return (buy_date,buy_close,sell_date,sell_close)"
   ]
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       "        }\n",
       "    ]\n",
       "};\n",
       "myChart_acada21f148b4a5da7e39813e3813056.setOption(option_acada21f148b4a5da7e39813e3813056);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.custom.grid.Grid at 0x1e2ee158a90>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对K线图和唐奇安通道进行可视化\n",
    "from pyecharts import *\n",
    "grid = Grid()\n",
    "attr=[str(t) for t in hs.index.strftime('%Y%m%d')]\n",
    "\n",
    "v1=np.array(hs.loc[:,['open','close','low','high']])\n",
    "v2=np.array(hs.up)\n",
    "v3=np.array(hs.down)\n",
    "\n",
    "kline = Kline(\"沪深300唐奇安通道\",title_text_size=15)\n",
    "kline.add(\"K线图\", attr, v1.round(1),is_datazoom_show=True,)\n",
    "# 成交量\n",
    "bar = Bar()\n",
    "bar.add(\"成交量\", attr, hs['vol'],tooltip_tragger=\"axis\", is_legend_show=False, \n",
    "        is_yaxis_show=False, yaxis_max=5*max(hs[\"vol\"]))\n",
    "\n",
    "line = Line()\n",
    "line.add(\"上轨线\", attr, v2.round(1),is_datazoom_show=True,\n",
    "         is_smooth=True,is_symbol_show=False,line_width=1.5)\n",
    "line.add(\"下轨线\", attr, v3.round(1),is_datazoom_show=True,\n",
    "         is_smooth=True,is_symbol_show=False,line_width=1.5)\n",
    "\n",
    "#添加买卖信号\n",
    "bd,bc,sd,sc=my_strategy(hs)\n",
    "es = EffectScatter(\"buy\")\n",
    "es.add( \"sell\", sd, sc, )\n",
    "es.add(\"buy\", bd, bc,symbol=\"triangle\",)\n",
    "    \n",
    "overlap = Overlap(width=2000, height=600)\n",
    "overlap.add(kline)\n",
    "overlap.add(line)\n",
    "overlap.add(bar,yaxis_index=1, is_add_yaxis=True)\n",
    "overlap.add(es)\n",
    "\n",
    "grid.add(overlap, grid_right=\"10%\")\n",
    "grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:00.715026Z",
     "start_time": "2019-08-18T02:04:00.680120Z"
    }
   },
   "outputs": [],
   "source": [
    "#关掉pandas的warnings\n",
    "pd.options.mode.chained_assignment = None\n",
    "def strategy(stock,start,end,N1=20,N2=10):\n",
    "    df=get_daily_data(stock,start,end)\n",
    "    #最近N1个交易日最高价\n",
    "    df['H_N1']=ta.MAX(df.high,timeperiod=N1)\n",
    "    #最近N2个交易日最低价\n",
    "    df['L_N2']=ta.MIN(df.low,timeperiod=N2)\n",
    "    \n",
    "    #当日收盘价>昨天最近N1个交易日最高点时发出信号设置为1\n",
    "    buy_index=df[df.close>df['H_N1'].shift(1)].index\n",
    "    df.loc[buy_index,'收盘信号']=1\n",
    "    #将当日收盘价<昨天最近N2个交易日的最低点时收盘信号设置为0\n",
    "    sell_index=df[df.close<df['L_N2'].shift(1)].index\n",
    "    df.loc[sell_index,'收盘信号']=0\n",
    "    df['当天仓位']=df['收盘信号'].shift(1)\n",
    "    df['当天仓位'].fillna(method='ffill',inplace=True)\n",
    "    d=df[df['当天仓位']==1].index[0]-timedelta(days=1)\n",
    "    df1=df.loc[d:].copy()\n",
    "    df1['ret'][0]=0\n",
    "    df1['当天仓位'][0]=0\n",
    "    #当仓位为1时，买入持仓，当仓位为0时，空仓，计算资金净值\n",
    "    df1['策略净值']=(df1.ret.values*df1['当天仓位'].values+1.0).cumprod()\n",
    "    df1['指数净值']=(df1.ret.values+1.0).cumprod()\n",
    "    df1['策略收益率']=df1['策略净值']/df1['策略净值'].shift(1)-1\n",
    "    df1['指数收益率']=df1.ret\n",
    "    total_ret=df1[['策略净值','指数净值']].iloc[-1]-1\n",
    "    annual_ret=pow(1+total_ret,250/len(df1))-1\n",
    "    dd=(df1[['策略净值','指数净值']].cummax()-df1[['策略净值','指数净值']])/df1[['策略净值','指数净值']].cummax()\n",
    "    d=dd.max()\n",
    "    beta=df1[['策略收益率','指数收益率']].cov().iat[0,1]/df1['指数收益率'].var()\n",
    "    alpha=(annual_ret['策略净值']-annual_ret['指数净值']*beta)\n",
    "    exReturn=df1['策略收益率']-0.03/250\n",
    "    sharper_atio=np.sqrt(len(exReturn))*exReturn.mean()/exReturn.std()\n",
    "    TA1=round(total_ret['策略净值']*100,2)\n",
    "    TA2=round(total_ret['指数净值']*100,2)\n",
    "    AR1=round(annual_ret['策略净值']*100,2)\n",
    "    AR2=round(annual_ret['指数净值']*100,2)\n",
    "    MD1=round(d['策略净值']*100,2)\n",
    "    MD2=round(d['指数净值']*100,2)\n",
    "    S=round(sharper_atio,2)\n",
    "    df1[['策略净值','指数净值']].plot(figsize=(15,7))\n",
    "    plt.title(stock+'海龟交易策略简单回测',size=15)\n",
    "    bbox = dict(boxstyle=\"round\", fc=\"w\", ec=\"0.5\", alpha=0.9)\n",
    "    plt.text(df1.index[int(len(df1)/5)], df1['指数净值'].max()/1.5, f'累计收益率：\\\n",
    "策略{TA1}%，指数{TA2}%;\\n年化收益率：策略{AR1}%，指数{AR2}%；\\n最大回撤：  策略{MD1}%，指数{MD2}%;\\n\\\n",
    "策略alpha: {round(alpha,2)}，策略beta：{round(beta,2)}; \\n夏普比率：  {S}',size=13,bbox=bbox)  \n",
    "    plt.xlabel('')\n",
    "    ax=plt.gca()\n",
    "    ax.spines['right'].set_color('none')\n",
    "    ax.spines['top'].set_color('none')\n",
    "    plt.show()\n",
    "    #return df1.loc[:,['close','ret','H_N1','L_N2','当天仓位','策略净值','指数净值']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:04.185821Z",
     "start_time": "2019-08-18T02:04:02.295490Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('上证综指','20050101','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:08.842786Z",
     "start_time": "2019-08-18T02:04:07.136348Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('沪深300','','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:10.641977Z",
     "start_time": "2019-08-18T02:04:09.128026Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('创业板指','','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:11.951793Z",
     "start_time": "2019-08-18T02:04:10.666910Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('沪深300','20180101','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:13.821333Z",
     "start_time": "2019-08-18T02:04:12.184449Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('上证50','20050101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:15.344696Z",
     "start_time": "2019-08-18T02:04:13.825323Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('中国平安','20050101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:16.739530Z",
     "start_time": "2019-08-18T02:04:15.347688Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('东方通信','20130101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:18.440970Z",
     "start_time": "2019-08-18T02:04:16.743489Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('贵州茅台','20050101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:20.208710Z",
     "start_time": "2019-08-18T02:04:19.142533Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pct_chg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-04</th>\n",
       "      <td>2524.409</td>\n",
       "      <td>2551.814</td>\n",
       "      <td>2558.529</td>\n",
       "      <td>2498.892</td>\n",
       "      <td>2522.952</td>\n",
       "      <td>0.0577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-07</th>\n",
       "      <td>2535.985</td>\n",
       "      <td>2518.047</td>\n",
       "      <td>2545.969</td>\n",
       "      <td>2511.603</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>0.4586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08</th>\n",
       "      <td>2525.330</td>\n",
       "      <td>2534.647</td>\n",
       "      <td>2540.513</td>\n",
       "      <td>2502.490</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>-0.4202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-09</th>\n",
       "      <td>2526.126</td>\n",
       "      <td>2518.104</td>\n",
       "      <td>2534.239</td>\n",
       "      <td>2504.299</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>0.0315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-10</th>\n",
       "      <td>2530.569</td>\n",
       "      <td>2525.590</td>\n",
       "      <td>2553.352</td>\n",
       "      <td>2513.729</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>0.1759</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               close      open      high       low  pre_close  pct_chg\n",
       "trade_date                                                            \n",
       "2013-01-04  2524.409  2551.814  2558.529  2498.892   2522.952   0.0577\n",
       "2013-01-07  2535.985  2518.047  2545.969  2511.603   2524.409   0.4586\n",
       "2013-01-08  2525.330  2534.647  2540.513  2502.490   2535.985  -0.4202\n",
       "2013-01-09  2526.126  2518.104  2534.239  2504.299   2525.330   0.0315\n",
       "2013-01-10  2530.569  2525.590  2553.352  2513.729   2526.126   0.1759"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=get_daily_data('沪深300','20130101','')[['close','open','high','low','pre_close','pct_chg']]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:20.893850Z",
     "start_time": "2019-08-18T02:04:20.879886Z"
    }
   },
   "outputs": [],
   "source": [
    "#计算ATR和unit\n",
    "Total_value=100000\n",
    "#最近N1个交易日最高价\n",
    "df['up']=ta.MAX(df.high,timeperiod=20).shift(1)\n",
    "#最近N2个交易日最低价\n",
    "df['down']=ta.MIN(df.low,timeperiod=10).shift(1)\n",
    "#每日真实波动幅度\n",
    "df['ATR']=ta.ATR(df.high,df.low,df.close,timeperiod=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:22.671126Z",
     "start_time": "2019-08-18T02:04:22.665139Z"
    }
   },
   "outputs": [],
   "source": [
    "def buy_sell_signal(data):\n",
    "    x1=data.close>data.up\n",
    "    x2=data.close.shift(1)<data.up.shift(1)\n",
    "    x=x1&x2\n",
    "    y1=data.close<data.down\n",
    "    y2=data.close.shift(1)>data.down.shift(1)\n",
    "    y=y1&y2\n",
    "    data['signal']=0\n",
    "    data.loc[x,'signal']=1\n",
    "    data.loc[y,'signal']=-1\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:23.668646Z",
     "start_time": "2019-08-18T02:04:23.633771Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>up</th>\n",
       "      <th>down</th>\n",
       "      <th>ATR</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-04</th>\n",
       "      <td>2524.409</td>\n",
       "      <td>2551.814</td>\n",
       "      <td>2558.529</td>\n",
       "      <td>2498.892</td>\n",
       "      <td>2522.952</td>\n",
       "      <td>0.0577</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-07</th>\n",
       "      <td>2535.985</td>\n",
       "      <td>2518.047</td>\n",
       "      <td>2545.969</td>\n",
       "      <td>2511.603</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>0.4586</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08</th>\n",
       "      <td>2525.330</td>\n",
       "      <td>2534.647</td>\n",
       "      <td>2540.513</td>\n",
       "      <td>2502.490</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>-0.4202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-09</th>\n",
       "      <td>2526.126</td>\n",
       "      <td>2518.104</td>\n",
       "      <td>2534.239</td>\n",
       "      <td>2504.299</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>0.0315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-10</th>\n",
       "      <td>2530.569</td>\n",
       "      <td>2525.590</td>\n",
       "      <td>2553.352</td>\n",
       "      <td>2513.729</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>0.1759</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               close      open      high       low  pre_close  pct_chg  up  \\\n",
       "trade_date                                                                   \n",
       "2013-01-04  2524.409  2551.814  2558.529  2498.892   2522.952   0.0577 NaN   \n",
       "2013-01-07  2535.985  2518.047  2545.969  2511.603   2524.409   0.4586 NaN   \n",
       "2013-01-08  2525.330  2534.647  2540.513  2502.490   2535.985  -0.4202 NaN   \n",
       "2013-01-09  2526.126  2518.104  2534.239  2504.299   2525.330   0.0315 NaN   \n",
       "2013-01-10  2530.569  2525.590  2553.352  2513.729   2526.126   0.1759 NaN   \n",
       "\n",
       "            down  ATR  signal  \n",
       "trade_date                     \n",
       "2013-01-04   NaN  NaN       0  \n",
       "2013-01-07   NaN  NaN       0  \n",
       "2013-01-08   NaN  NaN       0  \n",
       "2013-01-09   NaN  NaN       0  \n",
       "2013-01-10   NaN  NaN       0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1=buy_sell_signal(df)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:24.665280Z",
     "start_time": "2019-08-18T02:04:24.638357Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
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       "      <th>trade_date</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-05-08</th>\n",
       "      <td>2542.798</td>\n",
       "      <td>2542.266</td>\n",
       "      <td>2562.007</td>\n",
       "      <td>2531.251</td>\n",
       "      <td>2529.938</td>\n",
       "      <td>0.5083</td>\n",
       "      <td>2542.453</td>\n",
       "      <td>2423.077</td>\n",
       "      <td>46.657343</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-05-09</th>\n",
       "      <td>2527.794</td>\n",
       "      <td>2542.374</td>\n",
       "      <td>2543.305</td>\n",
       "      <td>2507.792</td>\n",
       "      <td>2542.798</td>\n",
       "      <td>-0.5901</td>\n",
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       "      <td>46.100126</td>\n",
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       "      <th>2013-05-10</th>\n",
       "      <td>2540.836</td>\n",
       "      <td>2519.517</td>\n",
       "      <td>2546.975</td>\n",
       "      <td>2515.158</td>\n",
       "      <td>2527.794</td>\n",
       "      <td>0.5159</td>\n",
       "      <td>2562.007</td>\n",
       "      <td>2423.077</td>\n",
       "      <td>45.385970</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2013-05-13</th>\n",
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       "      <td>2542.412</td>\n",
       "      <td>2547.602</td>\n",
       "      <td>2516.728</td>\n",
       "      <td>2540.836</td>\n",
       "      <td>-0.3962</td>\n",
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       "      <td>44.660371</td>\n",
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       "    <tr>\n",
       "      <th>2013-05-14</th>\n",
       "      <td>2493.338</td>\n",
       "      <td>2525.998</td>\n",
       "      <td>2526.145</td>\n",
       "      <td>2479.872</td>\n",
       "      <td>2530.768</td>\n",
       "      <td>-1.4790</td>\n",
       "      <td>2562.007</td>\n",
       "      <td>2423.077</td>\n",
       "      <td>44.972153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               close      open      high       low  pre_close  pct_chg  \\\n",
       "trade_date                                                               \n",
       "2013-05-08  2542.798  2542.266  2562.007  2531.251   2529.938   0.5083   \n",
       "2013-05-09  2527.794  2542.374  2543.305  2507.792   2542.798  -0.5901   \n",
       "2013-05-10  2540.836  2519.517  2546.975  2515.158   2527.794   0.5159   \n",
       "2013-05-13  2530.768  2542.412  2547.602  2516.728   2540.836  -0.3962   \n",
       "2013-05-14  2493.338  2525.998  2526.145  2479.872   2530.768  -1.4790   \n",
       "\n",
       "                  up      down        ATR  signal  \n",
       "trade_date                                         \n",
       "2013-05-08  2542.453  2423.077  46.657343       1  \n",
       "2013-05-09  2562.007  2423.077  46.100126       0  \n",
       "2013-05-10  2562.007  2423.077  45.385970       0  \n",
       "2013-05-13  2562.007  2423.077  44.660371       0  \n",
       "2013-05-14  2562.007  2423.077  44.972153       0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d=df1[df1.signal==1].index[0]\n",
    "df2=df1.loc[d:]\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-18T02:04:25.652858Z",
     "start_time": "2019-08-18T02:04:25.631915Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>2013-05-08</th>\n",
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       "      <td>1000000</td>\n",
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       "    <tr>\n",
       "      <th>2013-05-09</th>\n",
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       "      <td>1000000</td>\n",
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       "      <th>2013-05-10</th>\n",
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       "      <td>2546.975</td>\n",
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       "      <th>2013-05-13</th>\n",
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       "      <td>2542.412</td>\n",
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       "      <td>2479.872</td>\n",
       "      <td>2530.768</td>\n",
       "      <td>-1.4790</td>\n",
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       "      <td>2423.077</td>\n",
       "      <td>44.972153</td>\n",
       "      <td>0</td>\n",
       "      <td>1000000</td>\n",
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      ],
      "text/plain": [
       "               close      open      high       low  pre_close  pct_chg  \\\n",
       "trade_date                                                               \n",
       "2013-05-08  2542.798  2542.266  2562.007  2531.251   2529.938   0.5083   \n",
       "2013-05-09  2527.794  2542.374  2543.305  2507.792   2542.798  -0.5901   \n",
       "2013-05-10  2540.836  2519.517  2546.975  2515.158   2527.794   0.5159   \n",
       "2013-05-13  2530.768  2542.412  2547.602  2516.728   2540.836  -0.3962   \n",
       "2013-05-14  2493.338  2525.998  2526.145  2479.872   2530.768  -1.4790   \n",
       "\n",
       "                  up      down        ATR  signal    初始总头寸  \n",
       "trade_date                                                  \n",
       "2013-05-08  2542.453  2423.077  46.657343       1  1000000  \n",
       "2013-05-09  2562.007  2423.077  46.100126       0  1000000  \n",
       "2013-05-10  2562.007  2423.077  45.385970       0  1000000  \n",
       "2013-05-13  2562.007  2423.077  44.660371       0  1000000  \n",
       "2013-05-14  2562.007  2423.077  44.972153       0  1000000  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['初始总头寸']=1000000\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "d=df[df['当天仓位']==1].index[0]-timedelta(days=1)\n",
    "df1=df.loc[d:].copy()\n",
    "df1['ret'][0]=0\n",
    "df1['当天仓位'][0]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-15T13:52:24.192938Z",
     "start_time": "2019-07-15T13:52:24.182524Z"
    }
   },
   "outputs": [],
   "source": [
    "def IN_OR_OUT(data,price,T):\n",
    "    up = max(data['highPrice'].iloc[-T:-1])\n",
    "    down = min(data['lowPrice'].iloc[-int(T/2):-1])  # 这里是10日唐奇安下沿\n",
    "    if price>up:\n",
    "        return 1\n",
    "    elif price<down:\n",
    "        return -1\n",
    "    else:\n",
    "        return 0 \n",
    "\n",
    "\n",
    "def Add_OR_Stop(price,lastprice,ATR):\n",
    "    if price >= lastprice + 0.5*ATR:\n",
    "        return 1\n",
    "    elif price <= lastprice - 2*ATR:\n",
    "        return -1\n",
    "    else:\n",
    "        return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-07-15T13:54:14.698910Z",
     "start_time": "2019-07-15T13:54:14.669649Z"
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       "    <tr>\n",
       "      <th>2019-07-15</th>\n",
       "      <td>3824.1878</td>\n",
       "      <td>3792.6409</td>\n",
       "      <td>3844.8683</td>\n",
       "      <td>3745.8549</td>\n",
       "      <td>101205222.0</td>\n",
       "      <td>3942.4257</td>\n",
       "      <td>3774.2304</td>\n",
       "      <td>62.871400</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close       open       high        low          vol  \\\n",
       "trade_date                                                            \n",
       "2019-07-09  3793.1297  3798.0954  3811.0993  3774.7641   74842732.0   \n",
       "2019-07-10  3786.7390  3807.9497  3810.3960  3774.2304   72833948.0   \n",
       "2019-07-11  3785.2210  3806.1855  3830.7387  3774.4137   75311965.0   \n",
       "2019-07-12  3808.7311  3783.0733  3820.2354  3774.5224   75465967.0   \n",
       "2019-07-15  3824.1878  3792.6409  3844.8683  3745.8549  101205222.0   \n",
       "\n",
       "                   up       down        ATR signal  \n",
       "trade_date                                          \n",
       "2019-07-09  3942.4257  3755.0099  63.421641    NaN  \n",
       "2019-07-10  3942.4257  3771.7164  62.058839    NaN  \n",
       "2019-07-11  3942.4257  3774.2304  61.772147    NaN  \n",
       "2019-07-12  3942.4257  3774.2304  60.969190    NaN  \n",
       "2019-07-15  3942.4257  3774.2304  62.871400    NaN  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def handle_data(context): \n",
    "    T = 20\n",
    "    data = pd.DataFrame(data)\n",
    "    prices = context.current_price(stk) #获得最近价格\n",
    "    today = Date.fromDateTime(context.current_date) \n",
    "    today = today.toISO() #转换为标准日期格式\n",
    "\n",
    "    #剔除停牌的股票\n",
    "    if np.isnan(prices) or prices == 0:  # 停牌或是还没有上市等原因不能交易\n",
    "        return \n",
    "\n",
    "    # 计算ATR和unit\n",
    "    ATR = CalcATR(data)\n",
    "    value = stock_account.portfolio_value * 0.01\n",
    "    context.unit = CalcUnit(value,ATR)\n",
    "\n",
    "    #判断是否处于空仓的状态\n",
    "    if SellComplete(context.hold_flag,stock_account.get_positions()): \n",
    "        for stk in stock_account.get_positions():\n",
    "            stock_account.order_to(stk,0)\n",
    "\n",
    "    #判断买卖时机\n",
    "    out = IN_OR_OUT(data,prices,T)\n",
    "    if out ==1 and context.hold_flag==False:  \n",
    "        stock_account.order_to(stk,context.unit)\n",
    "        context.add_time = 1 #入场之后持仓就+1\n",
    "        context.hold_flag = True\n",
    "        context.last_buy_prcie = prices             \n",
    "    elif out==-1 and context.hold_flag ==True: #离场\n",
    "        stock_account.order_to(stk,0)\n",
    "        initialize(context)   # 重新初始化参数\n",
    "     \n",
    "    #判断加仓或止损\n",
    "    if context.hold_flag==True and len(stock_account.get_positions())>0:   \n",
    "        temp = Add_OR_Stop(prices,context.last_buy_prcie,ATR)\n",
    "        if temp ==1 and context.add_time<=context.limit_unit:  # 加仓\n",
    "            order_num = min(context.unit,int((stock_account.cash/prices)/100)*100)      \n",
    "            stock_account.order(stk,order_num)\n",
    "            context.last_buy_prcie = prices\n",
    "            context.add_time += 1\n",
    "        elif temp== -1:      # 止损\n",
    "            stock_account.order_to(stk,0)\n",
    "            initialize(context)  \n",
    "\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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